Suppr超能文献

基于MEMS惯性传感器的步态分析通过多传感器融合进行康复评估

MEMS Inertial Sensors Based Gait Analysis for Rehabilitation Assessment via Multi-Sensor Fusion.

作者信息

Qiu Sen, Liu Long, Zhao Hongyu, Wang Zhelong, Jiang Yongmei

机构信息

School of Control Science and Engineering, Dalian University of Technology, Dalian 116024, China.

Dalian Neusoft University of Information, Dalian 116023, China.

出版信息

Micromachines (Basel). 2018 Sep 3;9(9):442. doi: 10.3390/mi9090442.

Abstract

Gait and posture are regular activities which are fully controlled by the sensorimotor cortex. In this study, fluctuations of joint angle and asymmetry of foot elevation in human walking stride records are analyzed to assess gait in healthy adults and patients affected with gait disorders. This paper aims to build a low-cost, intelligent and lightweight wearable gait analysis platform based on the emerging body sensor networks, which can be used for rehabilitation assessment of patients with gait impairments. A calibration method for accelerometer and magnetometer was proposed to deal with ubiquitous orthoronal error and magnetic disturbance. Proportional integral controller based complementary filter and error correction of gait parameters have been defined with a multi-sensor data fusion algorithm. The purpose of the current work is to investigate the effectiveness of obtained gait data in differentiating healthy subjects and patients with gait impairments. Preliminary clinical gait experiments results showed that the proposed system can be effective in auxiliary diagnosis and rehabilitation plan formulation compared to existing methods, which indicated that the proposed method has great potential as an auxiliary for medical rehabilitation assessment.

摘要

步态和姿势是完全由感觉运动皮层控制的常规活动。在本研究中,分析了人类步行步幅记录中的关节角度波动和足部抬高不对称性,以评估健康成年人和患有步态障碍患者的步态。本文旨在基于新兴的人体传感器网络构建一个低成本、智能且轻便的可穿戴步态分析平台,该平台可用于步态受损患者的康复评估。提出了一种加速度计和磁力计的校准方法,以处理普遍存在的正交误差和磁干扰。基于比例积分控制器的互补滤波器和步态参数的误差校正已通过多传感器数据融合算法进行了定义。当前工作的目的是研究获得的步态数据在区分健康受试者和步态受损患者方面的有效性。初步临床步态实验结果表明,与现有方法相比,所提出的系统在辅助诊断和康复计划制定方面是有效的,这表明所提出的方法作为医学康复评估的辅助手段具有巨大潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b23e/6187565/39ec69bbff3b/micromachines-09-00442-g007.jpg

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验